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Learning Theory

5312 directly classified papers

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Papers

Granular Concept Circuits: Toward a Fine-Grained Circuit Discovery for Concept Representations ICCV 2025
High-Dimensional L2-Boosting: Rate of Convergence JMLR 2025
A Unified Interpretation of Training-Time Out-of-Distribution Detection ICCV 2025
The Inter-Intra Modal Measure: A Predictive Lens on Fine-Tuning Outcomes in Vision-Language Models ICCV 2025
Runtime Analysis for Multi-Objective Evolutionary Algorithms in Unbounded Integer Spaces AAAI 2025
Neural Networks Perform Sufficient Dimension Reduction AAAI 2025
Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025
On the Expressiveness and Length Generalization of Selective State Space Models on Regular Languages AAAI 2025
Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problems AAAI 2025
Set-Valued Sensitivity Analysis of Deep Neural Networks AAAI 2025
Logarithmic Regret for Linear Markov Decision Processes with Adversarial Corruptions AAAI 2025
LibraGrad: Balancing Gradient Flow for Universally Better Vision Transformer Attributions CVPR 2025
OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding? CVPR 2025
Data Distributional Properties As Inductive Bias for Systematic Generalization CVPR 2025
Contamination Budget: Trade-offs Between Breadth, Depth and Difficulty IJCAI 2025
Probing the Mid-level Vision Capabilities of Self-Supervised Learning CVPR 2025
Do ImageNet-trained Models Learn Shortcuts? The Impact of Frequency Shortcuts on Generalization CVPR 2025
Which Word Orders Facilitate Length Generalization in LMs? An Investigation with GCG-Based Artificial Languages EMNLP 2025
Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels CVPR 2025
SELF-[IN]CORRECT: LLMs Struggle with Discriminating Self-Generated Responses AAAI 2025
Training on the Benchmark Is Not All You Need AAAI 2025
Evaluating Mathematical Reasoning Beyond Accuracy AAAI 2025
Truth Behind the Scene: Designing Evaluations Benchmarks to Assess LLMs’ Task-Specific Understanding over Test-Taking Strategies AAAI 2025
Generalization of Graph Neural Networks Is Robust to Model Mismatch AAAI 2025
Trojsten Benchmark: Evaluating LLM Problem-Solving in Slovak STEM Competition Problems EMNLP 2025